I've been having fun with Claude Code and VSCode's agent. Any reasonably experienced engineer should be able to use it for a subset of languages without too many issues, but they definitely need to hydrate the context (eg. using Claude.md) and have a sensible set of system prompts set up. Good, well-written and broken-down-into-steps user prompts are non-negotiable.